Paper Citation Record · LEDGER

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech

As of 9 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2606.07494.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2606.07494 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T20:43:29.213147Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T20:43:29.213147Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-02T20:17:22.008050Z

Reference resolution

41 of 41 outbound references displayed

verified exact7
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 52cf472c-022e-40b4-a1dc-ae22aa070b01 · outbound

This paper cites an unresolved cited work.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a2dd61d-c041-4bc6-9be4-8dedf85d73ac · outbound

This paper cites Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:17:22.009232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8ea482d7-32e5-45e8-a94b-0222d091dfa0 · outbound

This paper cites in-the-wild.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech in-the-wild

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 663e40f1-ecd9-4bd6-975c-50c34b6ec6dc · outbound

This paper cites CoRS con- tains spoofed samples from 31 neural codecs applied to the VCTK corpus [25].

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech CoRS con- tains spoofed samples from 31 neural codecs applied to the VCTK corpus [25]

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c8c0792-38c5-45e9-a5f4-5bebe0519dd1 · outbound

This paper cites Beyond the benchmarks (a)–(f) from CodecFake+ [10] on existing sets (ASVspoof19 LA, CoRS, CoSG Eval), we further evaluate per- formance on our new collected CoSG ExtEval dataset.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Beyond the benchmarks (a)–(f) from CodecFake+ [10] on existing sets (ASVspoof19 LA, CoRS, CoSG Eval), we further evaluate per- formance on our new collected CoSG ExtEval dataset

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:17:22.003900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 53ccee21-395e-440f-936d-3f8b5b57be85 · outbound

This paper cites SSL Layer-wise Analysis.We evaluate DSFA across SSL layers to identify the optimal integration point for robustness and generalizability.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech SSL Layer-wise Analysis.We evaluate DSFA across SSL layers to identify the optimal integration point for robustness and generalizability

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62a0b25d-2a0f-4d81-a3c7-46bf2f38ed24 · outbound

This paper cites To overcome this, we propose Domain-Shift Feature Augmentation (DSFA), which promotes domain-invariant representations by simulating sta- tistical discrepancies in the latent space.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech To overcome this, we propose Domain-Shift Feature Augmentation (DSFA), which promotes domain-invariant representations by simulating sta- tistical discrepancies in the latent space

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93a25892-82d9-40f2-b8e1-40f062752266 · outbound

This paper cites an unresolved cited work.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d9ef6e7-aadf-49e3-884c-f4fa1d1fb3fe · outbound

This paper cites an unresolved cited work.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 318337a7-0709-45e9-ae79-1f39d62a8bd6 · outbound

This paper cites ASVspoof 2019: future horizons in spoofed and fake audio detection,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech ASVspoof 2019: future horizons in spoofed and fake audio detection,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c12daf2-4a82-49f1-88b8-08921370ba54 · outbound

This paper cites ASVspoof 2021: Towards spoofed and deepfake speech detection in the wild,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech ASVspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fd510d9-6802-4923-bf28-78c6cd6167fa · outbound

This paper cites ASVspoof 5: Crowdsourced speech data, deepfakes, and adversarial attacks at scale,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech ASVspoof 5: Crowdsourced speech data, deepfakes, and adversarial attacks at scale,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e266e7bb-90a4-4c70-8156-3e8520251624 · outbound

This paper cites ADD 2022: the first audio deep synthesis detection challenge,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech ADD 2022: the first audio deep synthesis detection challenge,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75641a01-1def-451b-a05e-7e96c5351b21 · outbound

This paper cites ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:17:21.998334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6555c7bf-fd17-4439-a226-5c4752435520 · outbound

This paper cites Codec-SUPERB: An in-depth analysis of sound codec models,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Codec-SUPERB: An in-depth analysis of sound codec models,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b57b7f78-e27e-4f68-bdad-29d3a382f52f · outbound

This paper cites Codec-SUPERB@ SLT 2024: A lightweight benchmark for neu- ral audio codec models,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Codec-SUPERB@ SLT 2024: A lightweight benchmark for neu- ral audio codec models,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31861423-8f53-4dba-9350-f132a457214d · outbound

This paper cites Towards audio language modeling -- an overview.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Towards audio language modeling -- an overview

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T20:17:21.989251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f2d09f4f-a0ed-4460-97af-d863843893ac · outbound

This paper cites CodecFake: Enhancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech CodecFake: Enhancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2d4043f-028c-49fb-a413-b95aa6477278 · outbound

This paper cites CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:17:21.992012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6c5e34d4-e5c4-454f-8891-e5e62686c251 · outbound

This paper cites Towards Generalized Source Tracing for Codec-Based Deepfake Speech.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Towards Generalized Source Tracing for Codec-Based Deepfake Speech

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:17:21.995549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation df2ed526-2595-43fc-b18e-d113b478964f · outbound

This paper cites Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:17:22.000938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation baf5b247-b8b9-46ef-b45b-16c48fe904d7 · outbound

This paper cites Can large-scale vocoded spoofed data improve speech spoofing countermeasure with a self-supervised front end?.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Can large-scale vocoded spoofed data improve speech spoofing countermeasure with a self-supervised front end?

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba6f5084-1259-48bd-a1cc-e53117811de6 · outbound

This paper cites Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4402df62-09f6-4b8c-be1b-956cb5bb820e · outbound

This paper cites Improv- ing copy-synthesis anti-spoofing training method with rhythm and speaker perturbation,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Improv- ing copy-synthesis anti-spoofing training method with rhythm and speaker perturbation,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a21fe14-882d-4e74-922b-259c3c629519 · outbound

This paper cites Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6df46073-170a-4eb8-99a0-a8ec3713b96a · outbound

This paper cites The impact of silence on speech anti-spoofing,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech The impact of silence on speech anti-spoofing,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7f48f94-27e4-4d59-9381-423793b1b063 · outbound

This paper cites Post-training for deepfake speech de- tection.arXiv preprint arXiv:2506.21090.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Post-training for deepfake speech de- tection.arXiv preprint arXiv:2506.21090

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:17:22.006910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7055be02-2283-4d5e-9e67-5d27b80c7ca2 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56f43bfa-8971-4d45-85d6-5fc2728d4bc7 · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 700dd359-434f-456c-8ff4-9061037b96d4 · outbound

This paper cites Closed-form factorization of latent seman- tics in gans,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Closed-form factorization of latent seman- tics in gans,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2205a0fa-3a5f-4f10-b33d-60bc5301e594 · outbound

This paper cites Im- plicit semantic data augmentation for deep networks,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Im- plicit semantic data augmentation for deep networks,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6c81133-250e-4e87-98de-8e8002aed97f · outbound

This paper cites Arbitrary style transfer in real-time with adaptive instance normalization,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Arbitrary style transfer in real-time with adaptive instance normalization,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae785f5b-b088-4b03-9d18-2ae89711cc83 · outbound

This paper cites Supervised contrastive learning,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Supervised contrastive learning,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bedaba18-5ccc-42ac-a7f3-2712650fede4 · outbound

This paper cites Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit (ver- sion 0.92),.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit (ver- sion 0.92),

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4c9f45f-c5b8-44f1-9e1b-7c2d9600364d · outbound

This paper cites Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 326844e0-93a1-4a9d-8235-1ffcf93cfc09 · outbound

This paper cites Lens-df: Deepfake detection and temporal localization for long-form noisy speech,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Lens-df: Deepfake detection and temporal localization for long-form noisy speech,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cb226cc-3a7f-4987-a6ed-ae8e4016d9f0 · outbound

This paper cites Singfake: Singing voice deepfake detection,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Singfake: Singing voice deepfake detection,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2e00f5a-0d0b-4979-8b8e-cc644254e372 · outbound

This paper cites Singing voice graph modeling for singfake detection,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Singing voice graph modeling for singfake detection,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf03c6fc-5f4a-4056-abfa-179e95f3e48e · outbound

This paper cites How does instrumental music help singfake detection?.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech How does instrumental music help singfake detection?

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6da47eac-8c63-4260-804f-1dd4dc9f2e4e · outbound

This paper cites SpeechFake: A large-scale multilingual speech deepfake dataset incorporating cutting-edge generation methods,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech SpeechFake: A large-scale multilingual speech deepfake dataset incorporating cutting-edge generation methods,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcaf0e75-d936-4728-ba6b-a02558bc7eab · outbound

This paper cites Uncertainty modeling for out-of-distribution generalization,.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Uncertainty modeling for out-of-distribution generalization,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-27T20:43:29.213147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4a2dd61d-c041-4bc6-9be4-8dedf85d73ac · inbound